Herrera Joel, Bensussen Antonio, García-Gómez Mónica L, Garay-Arroyo Adriana, Álvarez-Buylla Elena R
Instituto de Ecología, Universidad Nacional Autónoma de México, Ciudad de México, México.
Departamento de Control Automático, Cinvestav-IPN, Ciudad de México, México.
NPJ Syst Biol Appl. 2024 Dec 5;10(1):145. doi: 10.1038/s41540-024-00469-8.
HSCs differentiation has been difficult to study experimentally due to the high number of components and interactions involved, as well as the impact of diverse physiological conditions. From a 200-node network, that was grounded on experimental data, we derived a 21-node regulatory network by collapsing linear pathways and retaining the functional feedback loops. This regulatory network core integrates key nodes and interactions underlying HSCs differentiation, including transcription factors, metabolic, and redox signaling pathways. We used Boolean, continuous, and stochastic dynamic models to simulate the hypoxic conditions of the HSCs niche, as well as the patterns and temporal sequences of HSCs transitions and differentiation. Our findings indicate that HSCs differentiation is a plastic process in which cell fates can transdifferentiate among themselves. Additionally, we found that cell heterogeneity is fundamental for HSCs differentiation. Lastly, we found that oxygen activates ROS production, inhibiting quiescence and promoting growth and differentiation pathways of HSCs.
由于涉及的成分和相互作用数量众多,以及各种生理条件的影响,造血干细胞(HSCs)的分化很难通过实验进行研究。基于实验数据构建了一个200节点的网络,通过合并线性通路并保留功能反馈回路,我们得到了一个21节点的调控网络。这个调控网络核心整合了造血干细胞分化的关键节点和相互作用,包括转录因子、代谢和氧化还原信号通路。我们使用布尔型、连续型和随机动态模型来模拟造血干细胞微环境的缺氧条件,以及造血干细胞转变和分化的模式和时间序列。我们的研究结果表明,造血干细胞的分化是一个可塑性过程,其中细胞命运可以相互转分化。此外,我们发现细胞异质性是造血干细胞分化的基础。最后,我们发现氧气可激活活性氧(ROS)的产生,抑制静止状态并促进造血干细胞的生长和分化途径。